Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 13645 |
| Missing cells | 3336 |
| Missing cells (%) | 1.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.2 MiB |
| Average record size in memory | 783.3 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 8 |
YearsOfExperince is highly correlated with GraduationYear | High correlation |
GraduationYear is highly correlated with YearsOfExperince | High correlation |
CurrentCTC is highly correlated with ExpectedCTC | High correlation |
ExpectedCTC is highly correlated with CurrentCTC | High correlation |
BiasInfluentialFactor has 3336 (24.4%) missing values | Missing |
Reproduction
| Analysis started | 2021-06-06 14:38:43.203271 |
|---|---|
| Analysis finished | 2021-06-06 14:39:17.485822 |
| Duration | 34.28 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
LanguageOfCommunication
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 948.8 KiB |
| English | |
|---|---|
| Hindi | |
| Native |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.203517772 |
| Min length | 5 |
Characters and Unicode
| Total characters | 84647 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | English |
|---|---|
| 2nd row | English |
| 3rd row | English |
| 4th row | English |
| 5th row | English |
| Value | Count | Frequency (%) |
| English | 7510 | |
| Hindi | 4733 | |
| Native | 1402 | 10.3% |
| Value | Count | Frequency (%) |
| english | 7510 | |
| hindi | 4733 | |
| native | 1402 | 10.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 18378 | |
| n | 12243 | |
| E | 7510 | |
| g | 7510 | |
| l | 7510 | |
| s | 7510 | |
| h | 7510 | |
| H | 4733 | 5.6% |
| d | 4733 | 5.6% |
| N | 1402 | 1.7% |
| Other values (4) | 5608 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 71002 | |
| Uppercase Letter | 13645 | 16.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 18378 | |
| n | 12243 | |
| g | 7510 | |
| l | 7510 | |
| s | 7510 | |
| h | 7510 | |
| d | 4733 | 6.7% |
| a | 1402 | 2.0% |
| t | 1402 | 2.0% |
| v | 1402 | 2.0% |
| Value | Count | Frequency (%) |
| E | 7510 | |
| H | 4733 | |
| N | 1402 | 10.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 84647 |
Most frequent character per script
| Value | Count | Frequency (%) |
| i | 18378 | |
| n | 12243 | |
| E | 7510 | |
| g | 7510 | |
| l | 7510 | |
| s | 7510 | |
| h | 7510 | |
| H | 4733 | 5.6% |
| d | 4733 | 5.6% |
| N | 1402 | 1.7% |
| Other values (4) | 5608 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84647 |
Most frequent character per block
| Value | Count | Frequency (%) |
| i | 18378 | |
| n | 12243 | |
| E | 7510 | |
| g | 7510 | |
| l | 7510 | |
| s | 7510 | |
| h | 7510 | |
| H | 4733 | 5.6% |
| d | 4733 | 5.6% |
| N | 1402 | 1.7% |
| Other values (4) | 5608 | 6.6% |
Age
Real number (ℝ≥0)
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.69124221 |
|---|---|
| Minimum | 24 |
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 24 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 28 |
| median | 31 |
| Q3 | 34 |
| 95-th percentile | 37 |
| Maximum | 42 |
| Range | 18 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.881378423 |
|---|---|
| Coefficient of variation (CV) | 0.1264653414 |
| Kurtosis | -0.6219239727 |
| Mean | 30.69124221 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.1622960054 |
| Sum | 418782 |
| Variance | 15.06509846 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 1207 | |
| 34 | 1157 | |
| 29 | 1140 | |
| 33 | 1140 | |
| 35 | 1122 | |
| 31 | 1112 | |
| 28 | 1105 | |
| 27 | 1100 | 8.1% |
| 30 | 1060 | 7.8% |
| 26 | 744 | 5.5% |
| Other values (9) | 2758 |
| Value | Count | Frequency (%) |
| 24 | 721 | |
| 25 | 733 | |
| 26 | 744 | |
| 27 | 1100 | |
| 28 | 1105 | |
| 29 | 1140 | |
| 30 | 1060 | |
| 31 | 1112 | |
| 32 | 1207 | |
| 33 | 1140 |
| Value | Count | Frequency (%) |
| 42 | 41 | 0.3% |
| 41 | 62 | 0.5% |
| 40 | 56 | 0.4% |
| 39 | 52 | 0.4% |
| 38 | 365 | 2.7% |
| 37 | 375 | 2.7% |
| 36 | 353 | 2.6% |
| 35 | 1122 | |
| 34 | 1157 | |
| 33 | 1140 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 928.8 KiB |
| Male | |
|---|---|
| Female | |
| Other |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.703187981 |
| Min length | 4 |
Characters and Unicode
| Total characters | 64175 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
| Value | Count | Frequency (%) |
| Male | 8376 | |
| Female | 4326 | |
| Other | 943 | 6.9% |
| Value | Count | Frequency (%) |
| male | 8376 | |
| female | 4326 | |
| other | 943 | 6.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 17971 | |
| a | 12702 | |
| l | 12702 | |
| M | 8376 | |
| F | 4326 | 6.7% |
| m | 4326 | 6.7% |
| O | 943 | 1.5% |
| t | 943 | 1.5% |
| h | 943 | 1.5% |
| r | 943 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 50530 | |
| Uppercase Letter | 13645 | 21.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 17971 | |
| a | 12702 | |
| l | 12702 | |
| m | 4326 | 8.6% |
| t | 943 | 1.9% |
| h | 943 | 1.9% |
| r | 943 | 1.9% |
| Value | Count | Frequency (%) |
| M | 8376 | |
| F | 4326 | |
| O | 943 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 64175 |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 17971 | |
| a | 12702 | |
| l | 12702 | |
| M | 8376 | |
| F | 4326 | 6.7% |
| m | 4326 | 6.7% |
| O | 943 | 1.5% |
| t | 943 | 1.5% |
| h | 943 | 1.5% |
| r | 943 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 64175 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 17971 | |
| a | 12702 | |
| l | 12702 | |
| M | 8376 | |
| F | 4326 | 6.7% |
| m | 4326 | 6.7% |
| O | 943 | 1.5% |
| t | 943 | 1.5% |
| h | 943 | 1.5% |
| r | 943 | 1.5% |
JobProfileIDApplyingFor
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 959.4 KiB |
| JR85289 | |
|---|---|
| JR87525 | |
| JR88879 | |
| JR89890 | |
| JR88873 | |
| Other values (4) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 95515 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JR85289 |
|---|---|
| 2nd row | JR87525 |
| 3rd row | JR87525 |
| 4th row | JR87525 |
| 5th row | JR70175 |
| Value | Count | Frequency (%) |
| JR85289 | 4697 | |
| JR87525 | 3416 | |
| JR88879 | 1231 | 9.0% |
| JR89890 | 1157 | 8.5% |
| JR88873 | 1123 | 8.2% |
| JR81165 | 681 | 5.0% |
| JR79193 | 678 | 5.0% |
| JR88654 | 420 | 3.1% |
| JR70175 | 242 | 1.8% |
| Value | Count | Frequency (%) |
| jr85289 | 4697 | |
| jr87525 | 3416 | |
| jr88879 | 1231 | 9.0% |
| jr89890 | 1157 | 8.5% |
| jr88873 | 1123 | 8.2% |
| jr81165 | 681 | 5.0% |
| jr79193 | 678 | 5.0% |
| jr88654 | 420 | 3.1% |
| jr70175 | 242 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 23707 | |
| J | 13645 | |
| R | 13645 | |
| 5 | 12872 | |
| 9 | 9598 | |
| 2 | 8113 | 8.5% |
| 7 | 6932 | 7.3% |
| 1 | 2282 | 2.4% |
| 3 | 1801 | 1.9% |
| 0 | 1399 | 1.5% |
| Other values (2) | 1521 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 68225 | |
| Uppercase Letter | 27290 | 28.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 8 | 23707 | |
| 5 | 12872 | |
| 9 | 9598 | |
| 2 | 8113 | 11.9% |
| 7 | 6932 | 10.2% |
| 1 | 2282 | 3.3% |
| 3 | 1801 | 2.6% |
| 0 | 1399 | 2.1% |
| 6 | 1101 | 1.6% |
| 4 | 420 | 0.6% |
| Value | Count | Frequency (%) |
| J | 13645 | |
| R | 13645 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 68225 | |
| Latin | 27290 | 28.6% |
Most frequent character per script
| Value | Count | Frequency (%) |
| 8 | 23707 | |
| 5 | 12872 | |
| 9 | 9598 | |
| 2 | 8113 | 11.9% |
| 7 | 6932 | 10.2% |
| 1 | 2282 | 3.3% |
| 3 | 1801 | 2.6% |
| 0 | 1399 | 2.1% |
| 6 | 1101 | 1.6% |
| 4 | 420 | 0.6% |
| Value | Count | Frequency (%) |
| J | 13645 | |
| R | 13645 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 95515 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 8 | 23707 | |
| J | 13645 | |
| R | 13645 | |
| 5 | 12872 | |
| 9 | 9598 | |
| 2 | 8113 | 8.5% |
| 7 | 6932 | 7.3% |
| 1 | 2282 | 2.4% |
| 3 | 1801 | 1.9% |
| 0 | 1399 | 1.5% |
| Other values (2) | 1521 | 1.6% |
HighestDegree
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 940.8 KiB |
| B.Tech | |
|---|---|
| M.Tech | |
| BCA | |
| MS | |
| Dual M.Tech | |
| Other values (3) |
Length
| Max length | 11 |
|---|---|
| Median length | 6 |
| Mean length | 5.60498351 |
| Min length | 2 |
Characters and Unicode
| Total characters | 76480 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B.Tech |
|---|---|
| 2nd row | B.Tech |
| 3rd row | PhD |
| 4th row | BCA |
| 5th row | Dual M.Tech |
| Value | Count | Frequency (%) |
| B.Tech | 5619 | |
| M.Tech | 2026 | 14.8% |
| BCA | 1634 | 12.0% |
| MS | 1579 | 11.6% |
| Dual M.Tech | 1358 | 10.0% |
| Dual MBA | 665 | 4.9% |
| PhD | 624 | 4.6% |
| MCA | 140 | 1.0% |
| Value | Count | Frequency (%) |
| b.tech | 5619 | |
| m.tech | 3384 | |
| dual | 2023 | 12.9% |
| bca | 1634 | 10.4% |
| ms | 1579 | 10.1% |
| mba | 665 | 4.2% |
| phd | 624 | 4.0% |
| mca | 140 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 9627 | |
| . | 9003 | |
| T | 9003 | |
| e | 9003 | |
| c | 9003 | |
| B | 7918 | |
| M | 5768 | |
| D | 2647 | 3.5% |
| A | 2439 | 3.2% |
| u | 2023 | 2.6% |
| Other values (6) | 10046 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 33702 | |
| Uppercase Letter | 31752 | |
| Other Punctuation | 9003 | 11.8% |
| Space Separator | 2023 | 2.6% |
Most frequent character per category
| Value | Count | Frequency (%) |
| T | 9003 | |
| B | 7918 | |
| M | 5768 | |
| D | 2647 | 8.3% |
| A | 2439 | 7.7% |
| C | 1774 | 5.6% |
| S | 1579 | 5.0% |
| P | 624 | 2.0% |
| Value | Count | Frequency (%) |
| h | 9627 | |
| e | 9003 | |
| c | 9003 | |
| u | 2023 | 6.0% |
| a | 2023 | 6.0% |
| l | 2023 | 6.0% |
| Value | Count | Frequency (%) |
| . | 9003 |
| Value | Count | Frequency (%) |
| 2023 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 65454 | |
| Common | 11026 | 14.4% |
Most frequent character per script
| Value | Count | Frequency (%) |
| h | 9627 | |
| T | 9003 | |
| e | 9003 | |
| c | 9003 | |
| B | 7918 | |
| M | 5768 | |
| D | 2647 | 4.0% |
| A | 2439 | 3.7% |
| u | 2023 | 3.1% |
| a | 2023 | 3.1% |
| Other values (4) | 6000 |
| Value | Count | Frequency (%) |
| . | 9003 | |
| 2023 | 18.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 76480 |
Most frequent character per block
| Value | Count | Frequency (%) |
| h | 9627 | |
| . | 9003 | |
| T | 9003 | |
| e | 9003 | |
| c | 9003 | |
| B | 7918 | |
| M | 5768 | |
| D | 2647 | 3.5% |
| A | 2439 | 3.2% |
| u | 2023 | 2.6% |
| Other values (6) | 10046 |
DegreeBranch
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| Computer Science | |
|---|---|
| Information Technology | |
| Artificial Intelligence | |
| Electrical | |
| Electronics |
Length
| Max length | 26 |
|---|---|
| Median length | 16 |
| Mean length | 17.22037376 |
| Min length | 10 |
Characters and Unicode
| Total characters | 234972 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Electrical |
|---|---|
| 2nd row | Artificial Intelligence |
| 3rd row | Computer Science |
| 4th row | Information Technology |
| 5th row | Computer Science |
| Value | Count | Frequency (%) |
| Computer Science | 4749 | |
| Information Technology | 2993 | |
| Artificial Intelligence | 2001 | |
| Electrical | 1803 | 13.2% |
| Electronics | 1699 | 12.5% |
| Electrical and Electronics | 400 | 2.9% |
| Value | Count | Frequency (%) |
| science | 4749 | |
| computer | 4749 | |
| technology | 2993 | |
| information | 2993 | |
| electrical | 2203 | |
| electronics | 2099 | |
| artificial | 2001 | |
| intelligence | 2001 | |
| and | 400 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 27545 | |
| c | 25097 | |
| n | 20229 | 8.6% |
| i | 20048 | 8.5% |
| o | 18820 | 8.0% |
| t | 16046 | 6.8% |
| l | 15501 | 6.6% |
| r | 14045 | 6.0% |
| 10543 | 4.5% | |
| m | 7742 | 3.3% |
| Other values (15) | 59356 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 200641 | |
| Uppercase Letter | 23788 | 10.1% |
| Space Separator | 10543 | 4.5% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 27545 | |
| c | 25097 | |
| n | 20229 | |
| i | 20048 | |
| o | 18820 | |
| t | 16046 | |
| l | 15501 | |
| r | 14045 | |
| m | 7742 | 3.9% |
| a | 7597 | 3.8% |
| Other values (8) | 27971 |
| Value | Count | Frequency (%) |
| I | 4994 | |
| C | 4749 | |
| S | 4749 | |
| E | 4302 | |
| T | 2993 | |
| A | 2001 |
| Value | Count | Frequency (%) |
| 10543 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 224429 | |
| Common | 10543 | 4.5% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 27545 | |
| c | 25097 | |
| n | 20229 | 9.0% |
| i | 20048 | 8.9% |
| o | 18820 | 8.4% |
| t | 16046 | 7.1% |
| l | 15501 | 6.9% |
| r | 14045 | 6.3% |
| m | 7742 | 3.4% |
| a | 7597 | 3.4% |
| Other values (14) | 51759 |
| Value | Count | Frequency (%) |
| 10543 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 234972 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 27545 | |
| c | 25097 | |
| n | 20229 | 8.6% |
| i | 20048 | 8.5% |
| o | 18820 | 8.0% |
| t | 16046 | 6.8% |
| l | 15501 | 6.6% |
| r | 14045 | 6.0% |
| 10543 | 4.5% | |
| m | 7742 | 3.3% |
| Other values (15) | 59356 |
GraduatingInstitute
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 946.1 KiB |
| Tier 2 | |
|---|---|
| Tier 1 | |
| Tier 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 81870 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Tier 1 |
|---|---|
| 2nd row | Tier 3 |
| 3rd row | Tier 1 |
| 4th row | Tier 2 |
| 5th row | Tier 3 |
| Value | Count | Frequency (%) |
| Tier 2 | 6092 | |
| Tier 1 | 4793 | |
| Tier 3 | 2760 |
| Value | Count | Frequency (%) |
| tier | 13645 | |
| 2 | 6092 | |
| 1 | 4793 | 17.6% |
| 3 | 2760 | 10.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 13645 | |
| i | 13645 | |
| e | 13645 | |
| r | 13645 | |
| 13645 | ||
| 2 | 6092 | |
| 1 | 4793 | 5.9% |
| 3 | 2760 | 3.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 40935 | |
| Uppercase Letter | 13645 | 16.7% |
| Space Separator | 13645 | 16.7% |
| Decimal Number | 13645 | 16.7% |
Most frequent character per category
| Value | Count | Frequency (%) |
| i | 13645 | |
| e | 13645 | |
| r | 13645 |
| Value | Count | Frequency (%) |
| 2 | 6092 | |
| 1 | 4793 | |
| 3 | 2760 |
| Value | Count | Frequency (%) |
| T | 13645 |
| Value | Count | Frequency (%) |
| 13645 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 54580 | |
| Common | 27290 |
Most frequent character per script
| Value | Count | Frequency (%) |
| T | 13645 | |
| i | 13645 | |
| e | 13645 | |
| r | 13645 |
| Value | Count | Frequency (%) |
| 13645 | ||
| 2 | 6092 | |
| 1 | 4793 | 17.6% |
| 3 | 2760 | 10.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 81870 |
Most frequent character per block
| Value | Count | Frequency (%) |
| T | 13645 | |
| i | 13645 | |
| e | 13645 | |
| r | 13645 | |
| 13645 | ||
| 2 | 6092 | |
| 1 | 4793 | 5.9% |
| 3 | 2760 | 3.4% |
LatestDegreeCGPA
Real number (ℝ≥0)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.100256504 |
|---|---|
| Minimum | 4 |
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.346538857 |
|---|---|
| Coefficient of variation (CV) | 0.1896465087 |
| Kurtosis | -0.0380233269 |
| Mean | 7.100256504 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4023318346 |
| Sum | 96883 |
| Variance | 1.813166894 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 4738 | |
| 8 | 3480 | |
| 6 | 1779 | 13.0% |
| 9 | 1554 | 11.4% |
| 5 | 1089 | 8.0% |
| 4 | 713 | 5.2% |
| 10 | 292 | 2.1% |
| Value | Count | Frequency (%) |
| 4 | 713 | 5.2% |
| 5 | 1089 | 8.0% |
| 6 | 1779 | 13.0% |
| 7 | 4738 | |
| 8 | 3480 | |
| 9 | 1554 | 11.4% |
| 10 | 292 | 2.1% |
| Value | Count | Frequency (%) |
| 10 | 292 | 2.1% |
| 9 | 1554 | 11.4% |
| 8 | 3480 | |
| 7 | 4738 | |
| 6 | 1779 | 13.0% |
| 5 | 1089 | 8.0% |
| 4 | 713 | 5.2% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.547746427 |
|---|---|
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.426919995 |
|---|---|
| Coefficient of variation (CV) | 0.5233739628 |
| Kurtosis | -1.202600586 |
| Mean | 6.547746427 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0155005509 |
| Sum | 89344 |
| Variance | 11.74378065 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 1219 | |
| 6 | 1196 | |
| 11 | 1166 | |
| 4 | 1146 | |
| 5 | 1142 | |
| 7 | 1130 | |
| 12 | 1123 | |
| 10 | 1116 | |
| 8 | 1114 | |
| 3 | 1109 | |
| Other values (2) | 2184 |
| Value | Count | Frequency (%) |
| 1 | 1076 | |
| 2 | 1108 | |
| 3 | 1109 | |
| 4 | 1146 | |
| 5 | 1142 | |
| 6 | 1196 | |
| 7 | 1130 | |
| 8 | 1114 | |
| 9 | 1219 | |
| 10 | 1116 |
| Value | Count | Frequency (%) |
| 12 | 1123 | |
| 11 | 1166 | |
| 10 | 1116 | |
| 9 | 1219 | |
| 8 | 1114 | |
| 7 | 1130 | |
| 6 | 1196 | |
| 5 | 1142 | |
| 4 | 1146 | |
| 3 | 1109 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2014.452254 |
|---|---|
| Minimum | 2009 |
| Maximum | 2020 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 2009 |
|---|---|
| 5-th percentile | 2009 |
| Q1 | 2012 |
| median | 2014 |
| Q3 | 2017 |
| 95-th percentile | 2020 |
| Maximum | 2020 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.426919995 |
|---|---|
| Coefficient of variation (CV) | 0.001701167148 |
| Kurtosis | -1.202600586 |
| Mean | 2014.452254 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.0155005509 |
| Sum | 27487201 |
| Variance | 11.74378065 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2012 | 1219 | |
| 2015 | 1196 | |
| 2010 | 1166 | |
| 2017 | 1146 | |
| 2016 | 1142 | |
| 2014 | 1130 | |
| 2009 | 1123 | |
| 2011 | 1116 | |
| 2013 | 1114 | |
| 2018 | 1109 | |
| Other values (2) | 2184 |
| Value | Count | Frequency (%) |
| 2009 | 1123 | |
| 2010 | 1166 | |
| 2011 | 1116 | |
| 2012 | 1219 | |
| 2013 | 1114 | |
| 2014 | 1130 | |
| 2015 | 1196 | |
| 2016 | 1142 | |
| 2017 | 1146 | |
| 2018 | 1109 |
| Value | Count | Frequency (%) |
| 2020 | 1076 | |
| 2019 | 1108 | |
| 2018 | 1109 | |
| 2017 | 1146 | |
| 2016 | 1142 | |
| 2015 | 1196 | |
| 2014 | 1130 | |
| 2013 | 1114 | |
| 2012 | 1219 | |
| 2011 | 1116 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.07695126 |
|---|---|
| Minimum | 6 |
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 12 |
| median | 18 |
| Q3 | 24 |
| 95-th percentile | 29 |
| Maximum | 30 |
| Range | 24 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.208130046 |
|---|---|
| Coefficient of variation (CV) | 0.3987469978 |
| Kurtosis | -1.201778344 |
| Mean | 18.07695126 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.01016598468 |
| Sum | 246660 |
| Variance | 51.95713875 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 19 | 598 | 4.4% |
| 28 | 589 | 4.3% |
| 16 | 575 | 4.2% |
| 25 | 574 | 4.2% |
| 11 | 572 | 4.2% |
| 24 | 567 | 4.2% |
| 17 | 562 | 4.1% |
| 10 | 559 | 4.1% |
| 23 | 556 | 4.1% |
| 29 | 556 | 4.1% |
| Other values (15) | 7937 |
| Value | Count | Frequency (%) |
| 6 | 541 | |
| 7 | 537 | |
| 8 | 511 | |
| 9 | 526 | |
| 10 | 559 | |
| 11 | 572 | |
| 12 | 543 | |
| 13 | 530 | |
| 14 | 518 | |
| 15 | 532 |
| Value | Count | Frequency (%) |
| 30 | 554 | |
| 29 | 556 | |
| 28 | 589 | |
| 27 | 517 | |
| 26 | 526 | |
| 25 | 574 | |
| 24 | 567 | |
| 23 | 556 | |
| 22 | 526 | |
| 21 | 544 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.06148772 |
|---|---|
| Minimum | 10 |
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 19 |
| median | 25 |
| Q3 | 31 |
| 95-th percentile | 37 |
| Maximum | 40 |
| Range | 30 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.47811922 |
|---|---|
| Coefficient of variation (CV) | 0.2983908738 |
| Kurtosis | -1.029886953 |
| Mean | 25.06148772 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.0004423838647 |
| Sum | 341964 |
| Variance | 55.92226706 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 600 | 4.4% |
| 27 | 598 | 4.4% |
| 21 | 584 | 4.3% |
| 25 | 569 | 4.2% |
| 20 | 559 | 4.1% |
| 16 | 555 | 4.1% |
| 33 | 551 | 4.0% |
| 28 | 544 | 4.0% |
| 23 | 544 | 4.0% |
| 29 | 538 | 3.9% |
| Other values (21) | 8003 |
| Value | Count | Frequency (%) |
| 10 | 83 | 0.6% |
| 11 | 142 | 1.0% |
| 12 | 231 | |
| 13 | 283 | |
| 14 | 418 | |
| 15 | 454 | |
| 16 | 555 | |
| 17 | 515 | |
| 18 | 530 | |
| 19 | 537 |
| Value | Count | Frequency (%) |
| 40 | 81 | 0.6% |
| 39 | 171 | 1.3% |
| 38 | 264 | |
| 37 | 317 | |
| 36 | 366 | |
| 35 | 463 | |
| 34 | 531 | |
| 33 | 551 | |
| 32 | 501 | |
| 31 | 600 |
MartialStatus
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 955.7 KiB |
| Married | |
|---|---|
| Single |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.718944668 |
| Min length | 6 |
Characters and Unicode
| Total characters | 91680 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Married |
| Value | Count | Frequency (%) |
| Married | 9810 | |
| Single | 3835 | 28.1% |
| Value | Count | Frequency (%) |
| married | 9810 | |
| single | 3835 | 28.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 19620 | |
| i | 13645 | |
| e | 13645 | |
| M | 9810 | |
| a | 9810 | |
| d | 9810 | |
| S | 3835 | 4.2% |
| n | 3835 | 4.2% |
| g | 3835 | 4.2% |
| l | 3835 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 78035 | |
| Uppercase Letter | 13645 | 14.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 19620 | |
| i | 13645 | |
| e | 13645 | |
| a | 9810 | |
| d | 9810 | |
| n | 3835 | 4.9% |
| g | 3835 | 4.9% |
| l | 3835 | 4.9% |
| Value | Count | Frequency (%) |
| M | 9810 | |
| S | 3835 | 28.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 91680 |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 19620 | |
| i | 13645 | |
| e | 13645 | |
| M | 9810 | |
| a | 9810 | |
| d | 9810 | |
| S | 3835 | 4.2% |
| n | 3835 | 4.2% |
| g | 3835 | 4.2% |
| l | 3835 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 91680 |
Most frequent character per block
| Value | Count | Frequency (%) |
| r | 19620 | |
| i | 13645 | |
| e | 13645 | |
| M | 9810 | |
| a | 9810 | |
| d | 9810 | |
| S | 3835 | 4.2% |
| n | 3835 | 4.2% |
| g | 3835 | 4.2% |
| l | 3835 | 4.2% |
EmpScore
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 879.5 KiB |
| 3 | |
|---|---|
| 4 | |
| 5 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 13645 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 5 |
| 3rd row | 5 |
| 4th row | 5 |
| 5th row | 5 |
| Value | Count | Frequency (%) |
| 3 | 5462 | |
| 4 | 4184 | |
| 5 | 2025 | 14.8% |
| 2 | 1064 | 7.8% |
| 1 | 910 | 6.7% |
| Value | Count | Frequency (%) |
| 3 | 5462 | |
| 4 | 4184 | |
| 5 | 2025 | 14.8% |
| 2 | 1064 | 7.8% |
| 1 | 910 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 5462 | |
| 4 | 4184 | |
| 5 | 2025 | 14.8% |
| 2 | 1064 | 7.8% |
| 1 | 910 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 13645 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 3 | 5462 | |
| 4 | 4184 | |
| 5 | 2025 | 14.8% |
| 2 | 1064 | 7.8% |
| 1 | 910 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 13645 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 3 | 5462 | |
| 4 | 4184 | |
| 5 | 2025 | 14.8% |
| 2 | 1064 | 7.8% |
| 1 | 910 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13645 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 3 | 5462 | |
| 4 | 4184 | |
| 5 | 2025 | 14.8% |
| 2 | 1064 | 7.8% |
| 1 | 910 | 6.7% |
CurrentDesignation
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 901.0 KiB |
| SDE | |
|---|---|
| SSE | |
| DS | |
| BA | |
| EM | |
| Other values (3) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.619640894 |
| Min length | 2 |
Characters and Unicode
| Total characters | 35745 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SSE |
|---|---|
| 2nd row | BA |
| 3rd row | SDE |
| 4th row | SDE |
| 5th row | SDE |
| Value | Count | Frequency (%) |
| SDE | 5423 | |
| SSE | 2745 | |
| DS | 1716 | 12.6% |
| BA | 1710 | 12.5% |
| EM | 1342 | 9.8% |
| DA | 287 | 2.1% |
| SEM | 287 | 2.1% |
| DE | 135 | 1.0% |
| Value | Count | Frequency (%) |
| sde | 5423 | |
| sse | 2745 | |
| ds | 1716 | 12.6% |
| ba | 1710 | 12.5% |
| em | 1342 | 9.8% |
| sem | 287 | 2.1% |
| da | 287 | 2.1% |
| de | 135 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 12916 | |
| E | 9932 | |
| D | 7561 | |
| A | 1997 | 5.6% |
| B | 1710 | 4.8% |
| M | 1629 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 35745 |
Most frequent character per category
| Value | Count | Frequency (%) |
| S | 12916 | |
| E | 9932 | |
| D | 7561 | |
| A | 1997 | 5.6% |
| B | 1710 | 4.8% |
| M | 1629 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 35745 |
Most frequent character per script
| Value | Count | Frequency (%) |
| S | 12916 | |
| E | 9932 | |
| D | 7561 | |
| A | 1997 | 5.6% |
| B | 1710 | 4.8% |
| M | 1629 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 35745 |
Most frequent character per block
| Value | Count | Frequency (%) |
| S | 12916 | |
| E | 9932 | |
| D | 7561 | |
| A | 1997 | 5.6% |
| B | 1710 | 4.8% |
| M | 1629 | 4.6% |
CurrentCompanyType
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 975.1 KiB |
| Startup | |
|---|---|
| Enterprise | |
| MidSized |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.177134481 |
| Min length | 7 |
Characters and Unicode
| Total characters | 111577 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Enterprise |
|---|---|
| 2nd row | MidSized |
| 3rd row | MidSized |
| 4th row | Startup |
| 5th row | Enterprise |
| Value | Count | Frequency (%) |
| Startup | 6373 | |
| Enterprise | 4395 | |
| MidSized | 2877 |
| Value | Count | Frequency (%) |
| startup | 6373 | |
| enterprise | 4395 | |
| midsized | 2877 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 17141 | |
| r | 15163 | |
| e | 11667 | |
| p | 10768 | |
| i | 10149 | |
| S | 9250 | |
| a | 6373 | 5.7% |
| u | 6373 | 5.7% |
| d | 5754 | 5.2% |
| E | 4395 | 3.9% |
| Other values (4) | 14544 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 95055 | |
| Uppercase Letter | 16522 | 14.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| t | 17141 | |
| r | 15163 | |
| e | 11667 | |
| p | 10768 | |
| i | 10149 | |
| a | 6373 | 6.7% |
| u | 6373 | 6.7% |
| d | 5754 | 6.1% |
| n | 4395 | 4.6% |
| s | 4395 | 4.6% |
| Value | Count | Frequency (%) |
| S | 9250 | |
| E | 4395 | |
| M | 2877 | 17.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 111577 |
Most frequent character per script
| Value | Count | Frequency (%) |
| t | 17141 | |
| r | 15163 | |
| e | 11667 | |
| p | 10768 | |
| i | 10149 | |
| S | 9250 | |
| a | 6373 | 5.7% |
| u | 6373 | 5.7% |
| d | 5754 | 5.2% |
| E | 4395 | 3.9% |
| Other values (4) | 14544 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 111577 |
Most frequent character per block
| Value | Count | Frequency (%) |
| t | 17141 | |
| r | 15163 | |
| e | 11667 | |
| p | 10768 | |
| i | 10149 | |
| S | 9250 | |
| a | 6373 | 5.7% |
| u | 6373 | 5.7% |
| d | 5754 | 5.2% |
| E | 4395 | 3.9% |
| Other values (4) | 14544 |
DepartmentInCompany
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 991.4 KiB |
| Engineering | |
|---|---|
| Design | |
| Customer Success | |
| Product | |
| Finance |
Length
| Max length | 16 |
|---|---|
| Median length | 11 |
| Mean length | 9.398900696 |
| Min length | 6 |
Characters and Unicode
| Total characters | 128248 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Design |
|---|---|
| 2nd row | Engineering |
| 3rd row | Engineering |
| 4th row | Product |
| 5th row | Engineering |
| Value | Count | Frequency (%) |
| Engineering | 5749 | |
| Design | 4393 | |
| Customer Success | 1570 | 11.5% |
| Product | 1232 | 9.0% |
| Finance | 701 | 5.1% |
| Value | Count | Frequency (%) |
| engineering | 5749 | |
| design | 4393 | |
| customer | 1570 | 10.3% |
| success | 1570 | 10.3% |
| product | 1232 | 8.1% |
| finance | 701 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 23042 | |
| e | 19732 | |
| i | 16592 | |
| g | 15891 | |
| s | 9103 | 7.1% |
| r | 8551 | 6.7% |
| E | 5749 | 4.5% |
| c | 5073 | 4.0% |
| D | 4393 | 3.4% |
| u | 4372 | 3.4% |
| Other values (10) | 15750 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 111463 | |
| Uppercase Letter | 15215 | 11.9% |
| Space Separator | 1570 | 1.2% |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 23042 | |
| e | 19732 | |
| i | 16592 | |
| g | 15891 | |
| s | 9103 | 8.2% |
| r | 8551 | 7.7% |
| c | 5073 | 4.6% |
| u | 4372 | 3.9% |
| o | 2802 | 2.5% |
| t | 2802 | 2.5% |
| Other values (3) | 3503 | 3.1% |
| Value | Count | Frequency (%) |
| E | 5749 | |
| D | 4393 | |
| C | 1570 | 10.3% |
| S | 1570 | 10.3% |
| P | 1232 | 8.1% |
| F | 701 | 4.6% |
| Value | Count | Frequency (%) |
| 1570 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 126678 | |
| Common | 1570 | 1.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 23042 | |
| e | 19732 | |
| i | 16592 | |
| g | 15891 | |
| s | 9103 | 7.2% |
| r | 8551 | 6.8% |
| E | 5749 | 4.5% |
| c | 5073 | 4.0% |
| D | 4393 | 3.5% |
| u | 4372 | 3.5% |
| Other values (9) | 14180 |
| Value | Count | Frequency (%) |
| 1570 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 128248 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 23042 | |
| e | 19732 | |
| i | 16592 | |
| g | 15891 | |
| s | 9103 | 7.1% |
| r | 8551 | 6.7% |
| E | 5749 | 4.5% |
| c | 5073 | 4.0% |
| D | 4393 | 3.4% |
| u | 4372 | 3.4% |
| Other values (10) | 15750 |
TotalLeavesTaken
Real number (ℝ≥0)
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.96702089 |
|---|---|
| Minimum | 4 |
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 16 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 4.897836049 |
|---|---|
| Coefficient of variation (CV) | 0.4092778057 |
| Kurtosis | -1.195142977 |
| Mean | 11.96702089 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.01027985964 |
| Sum | 163290 |
| Variance | 23.98879796 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 861 | 6.3% |
| 6 | 856 | 6.3% |
| 13 | 842 | 6.2% |
| 4 | 827 | 6.1% |
| 12 | 818 | 6.0% |
| 20 | 812 | 6.0% |
| 14 | 802 | 5.9% |
| 19 | 802 | 5.9% |
| 10 | 794 | 5.8% |
| 18 | 792 | 5.8% |
| Other values (7) | 5439 |
| Value | Count | Frequency (%) |
| 4 | 827 | |
| 5 | 787 | |
| 6 | 856 | |
| 7 | 752 | |
| 8 | 792 | |
| 9 | 792 | |
| 10 | 794 | |
| 11 | 861 | |
| 12 | 818 | |
| 13 | 842 |
| Value | Count | Frequency (%) |
| 20 | 812 | |
| 19 | 802 | |
| 18 | 792 | |
| 17 | 773 | |
| 16 | 762 | |
| 15 | 781 | |
| 14 | 802 | |
| 13 | 842 | |
| 12 | 818 | |
| 11 | 861 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 3336 |
| Missing (%) | 24.4% |
| Memory size | 901.9 KiB |
| DegreeBranch | |
|---|---|
| Gender | |
| YearsOfExperince | |
| CurrentCompanyType | |
| EmpScore | |
| Other values (4) |
Length
| Max length | 18 |
|---|---|
| Median length | 12 |
| Mean length | 11.63876225 |
| Min length | 6 |
Characters and Unicode
| Total characters | 119984 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | YearsOfExperince |
|---|---|
| 2nd row | Gender |
| 3rd row | Gender |
| 4th row | DegreeBranch |
| 5th row | YearsOfExperince |
| Value | Count | Frequency (%) |
| DegreeBranch | 2858 | |
| Gender | 2605 | |
| YearsOfExperince | 1561 | |
| CurrentCompanyType | 1174 | 8.6% |
| EmpScore | 659 | 4.8% |
| HighestDegree | 582 | 4.3% |
| Ethinicity | 328 | 2.4% |
| MartialStatus | 280 | 2.1% |
| LatestDegreeCGPA | 262 | 1.9% |
| (Missing) | 3336 |
| Value | Count | Frequency (%) |
| degreebranch | 2858 | |
| gender | 2605 | |
| yearsofexperince | 1561 | |
| currentcompanytype | 1174 | |
| empscore | 659 | 6.4% |
| highestdegree | 582 | 5.6% |
| ethinicity | 328 | 3.2% |
| martialstatus | 280 | 2.7% |
| latestdegreecgpa | 262 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 24850 | |
| r | 15574 | |
| n | 9700 | 8.1% |
| a | 6695 | 5.6% |
| c | 5406 | 4.5% |
| p | 4568 | 3.8% |
| g | 4284 | 3.6% |
| t | 3776 | 3.1% |
| h | 3768 | 3.1% |
| D | 3702 | 3.1% |
| Other values (23) | 37661 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98516 | |
| Uppercase Letter | 21468 | 17.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 24850 | |
| r | 15574 | |
| n | 9700 | 9.8% |
| a | 6695 | 6.8% |
| c | 5406 | 5.5% |
| p | 4568 | 4.6% |
| g | 4284 | 4.3% |
| t | 3776 | 3.8% |
| h | 3768 | 3.8% |
| i | 3407 | 3.5% |
| Other values (9) | 16488 |
| Value | Count | Frequency (%) |
| D | 3702 | |
| G | 2867 | |
| B | 2858 | |
| C | 2610 | |
| E | 2548 | |
| Y | 1561 | |
| O | 1561 | |
| T | 1174 | 5.5% |
| S | 939 | 4.4% |
| H | 582 | 2.7% |
| Other values (4) | 1066 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 119984 |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 24850 | |
| r | 15574 | |
| n | 9700 | 8.1% |
| a | 6695 | 5.6% |
| c | 5406 | 4.5% |
| p | 4568 | 3.8% |
| g | 4284 | 3.6% |
| t | 3776 | 3.1% |
| h | 3768 | 3.1% |
| D | 3702 | 3.1% |
| Other values (23) | 37661 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 119984 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 24850 | |
| r | 15574 | |
| n | 9700 | 8.1% |
| a | 6695 | 5.6% |
| c | 5406 | 4.5% |
| p | 4568 | 3.8% |
| g | 4284 | 3.6% |
| t | 3776 | 3.1% |
| h | 3768 | 3.1% |
| D | 3702 | 3.1% |
| Other values (23) | 37661 |
FitmentPercent
Real number (ℝ≥0)
| Distinct | 4578 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.88009307 |
|---|---|
| Minimum | 33.53 |
| Maximum | 95.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 213.2 KiB |
Quantile statistics
| Minimum | 33.53 |
|---|---|
| 5-th percentile | 42.764 |
| Q1 | 68.72 |
| median | 78.11 |
| Q3 | 87.99 |
| 95-th percentile | 93.69 |
| Maximum | 95.5 |
| Range | 61.97 |
| Interquartile range (IQR) | 19.27 |
Descriptive statistics
| Standard deviation | 14.89420711 |
|---|---|
| Coefficient of variation (CV) | 0.1962860944 |
| Kurtosis | 0.3609468789 |
| Mean | 75.88009307 |
| Median Absolute Deviation (MAD) | 9.64 |
| Skewness | -0.9661750482 |
| Sum | 1035383.87 |
| Variance | 221.8374055 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 91.2 | 13 | 0.1% |
| 91.59 | 13 | 0.1% |
| 91.04 | 12 | 0.1% |
| 71.8 | 12 | 0.1% |
| 85.75 | 12 | 0.1% |
| 89.22 | 11 | 0.1% |
| 86.74 | 11 | 0.1% |
| 89.18 | 11 | 0.1% |
| 74.34 | 11 | 0.1% |
| 88.85 | 11 | 0.1% |
| Other values (4568) | 13528 |
| Value | Count | Frequency (%) |
| 33.53 | 2 | |
| 33.58 | 2 | |
| 33.6 | 1 | < 0.1% |
| 33.62 | 2 | |
| 33.65 | 1 | < 0.1% |
| 33.66 | 1 | < 0.1% |
| 33.67 | 1 | < 0.1% |
| 33.71 | 1 | < 0.1% |
| 33.75 | 3 | |
| 33.76 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 95.5 | 4 | |
| 95.49 | 7 | |
| 95.48 | 2 | < 0.1% |
| 95.47 | 2 | < 0.1% |
| 95.46 | 2 | < 0.1% |
| 95.45 | 5 | |
| 95.44 | 3 | |
| 95.43 | 1 | < 0.1% |
| 95.42 | 3 | |
| 95.41 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| LanguageOfCommunication | Age | Gender | JobProfileIDApplyingFor | HighestDegree | DegreeBranch | GraduatingInstitute | LatestDegreeCGPA | YearsOfExperince | GraduationYear | CurrentCTC | ExpectedCTC | MartialStatus | EmpScore | CurrentDesignation | CurrentCompanyType | DepartmentInCompany | TotalLeavesTaken | BiasInfluentialFactor | FitmentPercent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | English | 35 | Male | JR85289 | B.Tech | Electrical | Tier 1 | 7 | 12 | 2009 | 21 | 26 | Married | 5 | SSE | Enterprise | Design | 20 | YearsOfExperince | 95.40 |
| 1 | English | 26 | Male | JR87525 | B.Tech | Artificial Intelligence | Tier 3 | 7 | 3 | 2018 | 15 | 19 | Married | 5 | BA | MidSized | Engineering | 6 | NaN | 67.09 |
| 2 | English | 36 | Female | JR87525 | PhD | Computer Science | Tier 1 | 6 | 6 | 2015 | 15 | 24 | Single | 5 | SDE | MidSized | Engineering | 19 | Gender | 91.26 |
| 3 | English | 29 | Female | JR87525 | BCA | Information Technology | Tier 2 | 5 | 6 | 2015 | 16 | 24 | Married | 5 | SDE | Startup | Product | 16 | Gender | 72.29 |
| 4 | English | 25 | Male | JR70175 | Dual M.Tech | Computer Science | Tier 3 | 8 | 2 | 2019 | 24 | 32 | Married | 5 | SDE | Enterprise | Engineering | 10 | DegreeBranch | 86.34 |
| 5 | Native | 35 | Male | JR88879 | BCA | Computer Science | Tier 2 | 9 | 12 | 2009 | 25 | 29 | Married | 4 | DS | MidSized | Engineering | 10 | YearsOfExperince | 93.23 |
| 6 | Hindi | 31 | Male | JR85289 | PhD | Computer Science | Tier 1 | 7 | 1 | 2020 | 12 | 21 | Single | 3 | SDE | Enterprise | Customer Success | 8 | CurrentCompanyType | 62.29 |
| 7 | English | 32 | Male | JR85289 | B.Tech | Information Technology | Tier 2 | 8 | 9 | 2012 | 7 | 17 | Married | 3 | SSE | MidSized | Engineering | 18 | DegreeBranch | 93.71 |
| 8 | English | 28 | Female | JR87525 | M.Tech | Electrical | Tier 1 | 6 | 2 | 2019 | 21 | 28 | Married | 4 | SDE | Startup | Engineering | 7 | Gender | 91.66 |
| 9 | Native | 31 | Female | JR88873 | B.Tech | Artificial Intelligence | Tier 2 | 8 | 8 | 2013 | 21 | 31 | Married | 3 | SDE | Startup | Customer Success | 10 | Gender | 73.31 |
Last rows
| LanguageOfCommunication | Age | Gender | JobProfileIDApplyingFor | HighestDegree | DegreeBranch | GraduatingInstitute | LatestDegreeCGPA | YearsOfExperince | GraduationYear | CurrentCTC | ExpectedCTC | MartialStatus | EmpScore | CurrentDesignation | CurrentCompanyType | DepartmentInCompany | TotalLeavesTaken | BiasInfluentialFactor | FitmentPercent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13635 | English | 35 | Male | JR85289 | PhD | Artificial Intelligence | Tier 2 | 5 | 5 | 2016 | 11 | 19 | Married | 5 | SDE | MidSized | Product | 10 | NaN | 69.49 |
| 13636 | English | 29 | Male | JR85289 | MCA | Artificial Intelligence | Tier 2 | 10 | 3 | 2018 | 27 | 37 | Married | 3 | SEM | Enterprise | Engineering | 9 | LatestDegreeCGPA | 57.14 |
| 13637 | Hindi | 29 | Male | JR85289 | BCA | Electronics | Tier 1 | 6 | 6 | 2015 | 9 | 19 | Married | 3 | SDE | Startup | Product | 18 | MartialStatus | 82.27 |
| 13638 | English | 37 | Male | JR87525 | M.Tech | Information Technology | Tier 2 | 8 | 11 | 2010 | 8 | 18 | Single | 3 | SSE | MidSized | Design | 11 | DegreeBranch | 88.15 |
| 13639 | Hindi | 31 | Female | JR88873 | BCA | Computer Science | Tier 1 | 4 | 8 | 2013 | 6 | 16 | Married | 3 | EM | Startup | Engineering | 14 | Gender | 91.19 |
| 13640 | English | 25 | Female | JR87525 | Dual MBA | Electrical | Tier 2 | 7 | 2 | 2019 | 30 | 34 | Married | 3 | SDE | Startup | Engineering | 5 | Gender | 93.65 |
| 13641 | Native | 29 | Other | JR87525 | Dual M.Tech | Computer Science | Tier 1 | 7 | 6 | 2015 | 22 | 28 | Married | 4 | SSE | Startup | Customer Success | 14 | NaN | 52.90 |
| 13642 | Hindi | 37 | Male | JR88873 | M.Tech | Artificial Intelligence | Tier 1 | 8 | 11 | 2010 | 8 | 16 | Single | 4 | SDE | Enterprise | Design | 20 | CurrentCompanyType | 61.46 |
| 13643 | Hindi | 24 | Male | JR87525 | B.Tech | Electrical | Tier 2 | 4 | 1 | 2020 | 27 | 36 | Single | 4 | SDE | MidSized | Engineering | 7 | EmpScore | 93.64 |
| 13644 | English | 35 | Male | JR87525 | B.Tech | Electrical | Tier 2 | 7 | 12 | 2009 | 17 | 24 | Single | 3 | SSE | Startup | Engineering | 16 | YearsOfExperince | 93.52 |